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Everyone's talking about vibe coding without looking at code. I was skeptical. I decided to give it a shot on a challenging problem and was blown away by what I could accomplish in 8 hours. I'm not skeptical anymore, but I also do NOT think it kills SaaS. Notes: I tried to replicate some of my favorite features from the Solve-It platform as a jupyter extension https://fast.ai/posts/2025-11-07-solv... I've tried this many times before, and it didn't work. I gave my agent specific testing tools that I packaged as skills. I used AI to write the skills. I found the right testing workflow for this Jupyter extension by having AI peruse lots of other extensions and the Jupyter source code. I had the AI write and maintain a large suite of tests the whole time. I think this was important in keeping the AI on track. I watched the diffs and the thinking traces as they streamed by. From time to time, I would see something very suspicious like " try ... except: pass" And would stop the AI and tell it to stop this behavior. Then trigger a comprehensive code review using AI. Most importantly, I don't think this kills SasS at all. Even if I can create software that replicates some of my favorite features, there is an insanely long tail of paper cuts and features I don't want to manage. The models and capabilities are improving so fast that I don't want to constantly tune everything. So I would rather leave that up to people who are focused on that daily and have good taste, with the knowledge that it has been battle tested against many users. Timestamps: 00:00 The Challenge: Rebuilding Solve.it Features 01:04 What Makes Solve.it Special 03:00 My Approach & The GitHub Repo 03:39 Demo: Variables & Kernel Integration 04:43 Demo: Tool Calling with Obscure Function Names 05:42 Demo: Prompt Cells & Context Awareness 08:47 Does This Kill SaaS? (Spoiler: No) 10:44 The Secret Weapon: Custom Skills 11:15 My Honest Take: It Works, But... 12:18 Final Thoughts on Vibe Engineering Follow Hamel: YouTube: / @hamelhusain LinkedIn: / hamelhusain X/Twitter: / hamelhusain Website/Newsletter: https://hamel.dev/